activity
20052026
most citedActive Learning of Inverse Models with Intrinsically Motivated Goal Exploration in Robots

451 citations · 2.2k across the 99 of their papers we have counts for

collaborators
Showing 2021Show all

10 papers · 1 filter

cs.LG2021

Learning to Guide and to Be Guided in the Architect-Builder Problem

Paul Barde, Tristan Karch, Derek Nowrouzezahrai +3

We are interested in interactive agents that learn to coordinate, namely, a -- which performs actions but ignores the goal of the task, i.e. has no access to rewards -- a…

cs.RO2021★ 28 cited

Identifying Functions and Behaviours of Social Robots during Learning Activities: Teachers' Perspective

Jessy Ceha, Edith Law, Dana Kulić +2

With advances in artificial intelligence, research is increasingly exploring the potential functions that social robots can play in education. As teachers are a critical stakeholde…

cs.LG2021★ 1 cited

SocialAI: Benchmarking Socio-Cognitive Abilities in Deep Reinforcement Learning Agents

Grgur Kovač, Rémy Portelas, Katja Hofmann +1

Building embodied autonomous agents capable of participating in social interactions with humans is one of the main challenges in AI. Within the Deep Reinforcement Learning (DRL) fi…

cs.LG2021★ 23 cited

Causal Reinforcement Learning using Observational and Interventional Data

Maxime Gasse, Damien Grasset, Guillaume Gaudron +1

Learning efficiently a causal model of the environment is a key challenge of model-based RL agents operating in POMDPs. We consider here a scenario where the learning agent has the…

cs.SD2021★ 72 cited

Transflower: probabilistic autoregressive dance generation with multimodal attention

Guillermo Valle-Pérez, Gustav Eje Henter, Jonas Beskow +3

Dance requires skillful composition of complex movements that follow rhythmic, tonal and timbral features of music. Formally, generating dance conditioned on a piece of music can b…

cs.AI2021★ 3 cited

Grounding Spatio-Temporal Language with Transformers

Tristan Karch, Laetitia Teodorescu, Katja Hofmann +2

Language is an interface to the outside world. In order for embodied agents to use it, language must be grounded in other, sensorimotor modalities. While there is an extended liter…